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Overall MCQs for Reference
- What is the primary purpose of data acquisition in data science?
a. Data visualization
b. Data cleaning
c. Data collection from various sources
d. Data modeling
Answer: c. Data collection from various sourcesmilestone+1 - Which of the following is NOT an example of a data source for acquisition?
a. Sensors
b. Databases
c. Machine learning algorithms
d. Web APIs
Answer: c. Machine learning algorithmsgeeksforgeeks - In which step of the data science pipeline does data acquisition occur?
a. After model validation
b. Before data preprocessing
c. After data cleaning
d. Before deployment
Answer: b. Before data preprocessingibm+1 - Which device is commonly used to convert physical signals into data during acquisition?
a. Oscilloscope
b. Sensor
c. Switch
d. Actuator
Answer: b. Sensordewesoft+1 - Which method is often used for automated acquisition of online data?
a. Data mining
b. Web scraping
c. Data augmentation
d. Data encryption
Answer: b. Web scrapinglinkedin+1 - What is a key characteristic of raw data acquired from a source?
a. Clean and ready for analysis
b. Contains noise and inconsistencies
c. Always structured
d. Processed and labeled
Answer: b. Contains noise and inconsistenciesmilestone - What is the function of a data acquisition system (DAQ)?
a. Sending signals to the real world
b. Acquiring and processing physical phenomena from the real world
c. Designing machine learning models
d. Managing databases
Answer: b. Acquiring and processing physical phenomena from the real worldexamradar+1 - Which type of database is best suited for structured data acquisition?
a. NoSQL
b. Cloud database
c. Relational (SQL) database
d. In-memory database
Answer: c. Relational (SQL) databaselinkedin - What is commonly the first step in the data acquisition process?
a. Data validation
b. Data preprocessing
c. Identifying data sources
d. Data cleaning
Answer: c. Identifying data sourcesmilestone - Which tool is widely used for acquiring data from web pages?
a. TensorFlow
b. BeautifulSoup
c. MySQL
d. PowerBI
Answer: b. BeautifulSouplinkedin - What is data integration in the context of acquisition?
a. Visualizing data
b. Combining data from multiple sources into one dataset
c. Encrypting raw data
d. Feature engineering
Answer: b. Combining data from multiple sources into one datasetmilestone - Electrocardiogram is an example of which process in data science?
a. Data modeling
b. Data acquisition
c. Data visualization
d. Data mining
Answer: b. Data acquisitionsanfoundry - Which protocol is commonly used to acquire data from hardware sensors?
a. HTTP
b. IEEE 488
c. SMTP
d. FTP
Answer: b. IEEE 488examradar - What is manual data entry prone to?
a. Automation
b. High accuracy
c. Human errors
d. Fast data acquisition
Answer: c. Human errorsgeeksforgeeks - In which storage form is acquired data typically kept for large-scale processing?
a. Spreadsheet
b. Database or cloud storage
c. Hardcopy paper
d. USB flash drive
Answer: b. Database or cloud storageibm+1 - What is a challenge in acquiring big data?
a. Low data volume
b. Data labeling
c. Managing high volume, velocity, and variety
d. Low processing speed
Answer: c. Managing high volume, velocity, and varietyibm - The process of cleaning errors and inconsistencies after acquisition is called:
a. Data acquisition
b. Data storage
c. Data preprocessing
d. Data modeling
Answer: c. Data preprocessingmilestone - Which data acquisition technique is best for real-time remote monitoring?
a. Paper surveys
b. IoT and sensor data
c. Manual entry
d. Web scraping
Answer: b. IoT and sensor datageeksforgeeks+1 - What does a signal conditioner do in data acquisition?
a. Amplifies and cleans raw signals from sensors
b. Stores data in a database
c. Visualizes data
d. Models data
Answer: a. Amplifies and cleans raw signals from sensorssanfoundry - Published datasets from online repositories provide what type of data?
a. Unavailable data
b. Primary data
c. Secondary data
d. Synthetic data
Answer: c. Secondary datageeksforgeeks - Which is NOT considered a data acquisition method?
a. Collecting new data
b. Data validation
c. Sharing/exchanging data
d. Purchasing datasets
Answer: b. Data validationusgs - APIs are especially useful for what aspect of data acquisition?
a. Static reporting
b. Automated, real-time data retrieval
c. Manual data entry
d. Data encryption
Answer: b. Automated, real-time data retrievallinkedin+1 - What is the primary reason for data validation after acquisition?
a. Reduce storage costs
b. Ensure data accuracy and completeness
c. Speed up visualization
d. Encrypt data
Answer: b. Ensure data accuracy and completenessibm+1 - Which of these is an example of open source data for acquisition?
a. Kaggle datasets
b. Private company data
c. Proprietary research papers
d. Encrypted emails
Answer: a. Kaggle datasetslinkedin+1 - What does the bit length of an ADC determine in data acquisition?
a. Processing speed
b. Resolution of digital signal
c. Storage protocol
d. File type
Answer: b. Resolution of digital signalexamradar - Data acquired via experiments is considered:
a. Primary data
b. Secondary data
c. Unstructured data
d. Synthetic data
Answer: a. Primary datageeksforgeeks - Which of the following is not typically part of a data acquisition system?
a. Digital to analog converter
b. Filter
c. Display
d. Timer
Answer: d. Timerexamradar - What does ‘data dredging’ or ‘data fishing’ refer to?
a. Cleaning data
b. Searching large datasets for patterns with no prior hypothesis
c. Encrypting data
d. Validating data
Answer: b. Searching large datasets for patterns with no prior hypothesissanfoundry - Which data source involves collecting data directly from behavior or environment?
a. Surveys
b. Observations
c. Synthetic datasets
d. Institutionalized databases
Answer: b. Observationsgeeksforgeeks - Which is an example of a signal that can be acquired in the physical world?
a. Temperature reading
b. SQL query
c. JSON file
d. HTML tag
Answer: a. Temperature readingdewesoft+1 - What is the main goal of data preprocessing after acquisition?
a. Generate reports
b. Remove noise and structure data for analysis
c. Encrypt data
d. Visualize data
Answer: b. Remove noise and structure data for analysisibm+1 - Which technique compiles data from various internet sources?
a. Data synthesis
b. Data scraping
c. Data encryption
d. Data integration
Answer: b. Data scrapinggeeksforgeeks - Which of the following is a disadvantage of public datasets?
a. Easy access
b. May be outdated or incomplete
c. Well-documented
d. High quality
Answer: b. May be outdated or incompletelinkedin - Data from IoT devices are primarily:
a. Static
b. Real-time and dynamic
c. Handwritten
d. Secondary
Answer: b. Real-time and dynamiclinkedin+1 - What is the advantage of using APIs for data acquisition?
a. Manual operation
b. Large-scale automated data retrieval
c. Requires repeated human effort
d. Slow data collection
Answer: b. Large-scale automated data retrievallinkedin+1 - Flash type ADC is characterized by:
a. Slow conversion
b. Fastest conversion time
c. High cost only
d. Low resolution
Answer: b. Fastest conversion timeexamradar - In data acquisition, which method involves questioning individuals?
a. Web scraping
b. Surveys
c. SQL querying
d. Signal conditioning
Answer: b. Surveysgeeksforgeeks - What should be ensured during data acquisition for machine learning?
a. Small sample
b. Data relevance and representativeness
c. Random file selection
d. Minimal storage
Answer: b. Data relevance and representativenessmilestone+1 - Integration of data from multiple sources aims to:
a. Increase storage cost
b. Enhance data quality and context
c. Remove labels
d. Encrypt data
Answer: b. Enhance data quality and contextmilestone - The transformation of real-world signals to a digital domain for further analysis refers to:
a. Data cleansing
b. Data acquisition
c. Data visualization
d. Data mining
Answer: b. Data acquisitiondewesoft+1 - Which is NOT a challenge of data acquisition in big data?
a. Volume
b. Velocity
c. Variety
d. Low data accuracy
Answer: d. Low data accuracyibm - The output of a successful data acquisition process is:
a. Processed and clean data
b. Raw, collected data in digital format
c. Data models
d. Visualized charts
Answer: b. Raw, collected data in digital formatibm+1 - Which acquisition method utilizes hardware to measure environmental variables?
a. SQL query
b. DAQ hardware
c. API call
d. Search engine
Answer: b. DAQ hardwaredewesoft+1 - What is the primary use of data warehouses in data acquisition?
a. Long-term storage and access to acquired data
b. Data cleaning
c. Visualization
d. Data labeling
Answer: a. Long-term storage and access to acquired datamilestone - Which acquisition method involves electronic signals generated by physical phenomena?
a. Data mining
b. Signal acquisition
c. Visualization
d. Charting
Answer: b. Signal acquisitiondewesoft+1 - What should follow after identifying data sources during acquisition?
a. Data integration
b. Data collection
c. Modeling
d. Visualization
Answer: b. Data collectionibm+1 - Dual slope integrating ADCs are characterized by:
a. Fastest conversion
b. High noise immunity and precision
c. Low cost only
d. Inaccessible output
Answer: b. High noise immunity and precisionexamradar - Which subsystem in data acquisition focuses on digitizing signals?
a. Analog input subsystem
b. Digital output subsystem
c. Display
d. Timer
Answer: a. Analog input subsystemexamradar - Which acquisition method offers the fastest data capture rate?
a. Manual entry
b. Flash ADC
c. Survey form
d. Web scraping
Answer: b. Flash ADCexamradar - Data acquired through web scraping must be:
a. Left unprocessed
b. Preprocessed to remove HTML tags and noise
c. Encrypted immediately
d. Deleted
Answer: b. Preprocessed to remove HTML tags and noisemilestone+1
- https://milestone.ac.in/blog-mit/what-is-data-acquisition/
- https://www.ibm.com/think/topics/data-acquisition
- https://www.geeksforgeeks.org/machine-learning/what-is-data-acquisition-in-machine-learning/
- https://dewesoft.com/blog/what-is-data-acquisition
- https://www.linkedin.com/pulse/data-acquisition-techniques-science-mohamed-chizari-3z5le
- https://examradar.com/electrical-and-electronic-instrumentation-data-acquisition-system-mcqs/
- https://www.sanfoundry.com/mechatronics-questions-answers-data-acquisition-systems/
- https://www.usgs.gov/data-management/data-acquisition-methods
- https://www.sanfoundry.com/1000-data-science-questions-answers/
- https://testbook.com/objective-questions/mcq-on-data-acquisition-system–5fd7b9228103287cd2950bb9
- https://interviewkickstart.com/blogs/articles/data-science-mcq-answers
- https://www.scribd.com/document/705848941/Data-Science-MCQ-Questions-and-Answer-PDF
- https://www.interviewbit.com/data-science-mcq/
- https://digilent.com/blog/exploring-data-acquisition-methods/
- https://www.gyansetu.in/blog/data-science-objective-type-mcq-quiz-interview-preparation/
- https://www.geeksforgeeks.org/electronics-engineering/data-acquisition-system/
- https://www.youtube.com/watch?v=ExSaPFQ73Kw
- https://go.adinstruments.com/brochures/Basics_of_Data_Acquisition.pdf
- https://www.placementpreparation.io/mcq/big-data/
- https://www.ni.com/en/shop/data-acquisition.html